Knows marketplace, consumer, platform deeply — Created 'Hierarchy of Engagement' framework for marketplaces. IOA agent federation follows her framework: usage → retention → self-perpetuating network effects. Tracks patterns across Agentio, Chainalysis, Hipcamp and 7 more.